• DocumentCode
    477760
  • Title

    A Retrieval Model Based on Bayesian Network for XML Documents

  • Author

    Zhang, Xiaolong ; Heng, Xingchen

  • Author_Institution
    Comput. Center, Zhangzhou Normal Univ., Zhangzhou
  • Volume
    2
  • fYear
    2008
  • fDate
    18-20 Oct. 2008
  • Firstpage
    91
  • Lastpage
    95
  • Abstract
    Most recent document standards like XML urge Information Retrieval to design and implement systems to index, retrieve and present documents according to the given document structure. We present a Bayesian model for XML document retrieval. This model is based on Bayesian networks that enable to represent and quantify the relations between the structural components of the document and whose conditional probabilities are learnt from a labeled collection of structured documents - which is composed of documents, queries and their associated assessments. It allows us to focus on free SO (structure only) queries and obtain the relevance of a document to a given structural query by means of an inference process through a complex network of dependences. Some preliminary results on the system implementation are also presented.
  • Keywords
    XML; belief networks; inference mechanisms; query processing; Bayesian network; XML documents; free structure only queries; inference process; retrieval model; Bayesian methods; Complex networks; Computer networks; Fuzzy systems; Information retrieval; Network topology; Probability distribution; Standards development; Testing; XML; Bayesian Network; XML document; structural Retrieval;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems and Knowledge Discovery, 2008. FSKD '08. Fifth International Conference on
  • Conference_Location
    Shandong
  • Print_ISBN
    978-0-7695-3305-6
  • Type

    conf

  • DOI
    10.1109/FSKD.2008.411
  • Filename
    4666086